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Datasets:
Helsinki-NLP
/
tatoeba_mt

Tasks:
Text Generation
Translation
Languages:
Afrikaans
Arabic
Azerbaijani
License:
Dataset card Files Community
14
tiedeman commited on
Commit
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1 Parent(s): 6ecc853

Tatoeba MT benchmark version v2021-08-07

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  2. README.md +284 -0
  3. dataset_info.json +0 -0
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  49. dev/tatoeba-dev.cmn_Hans-wuu_Hani.tsv +3 -0
  50. dev/tatoeba-dev.cmn_Hans-yue_Hans.tsv +3 -0
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1364
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1365
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1366
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1367
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1368
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1371
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1372
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1375
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1376
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1377
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1378
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1379
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1380
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README.md ADDED
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1
+ ---
2
+ annotations_creators:
3
+ - no-annotation
4
+ language_creators:
5
+ - crowdsourced
6
+ languages:
7
+ - af
8
+ - ar
9
+ - az
10
+ - be
11
+ - bg
12
+ - bn
13
+ - br
14
+ - bs
15
+ - ca
16
+ - ch
17
+ - cs
18
+ - cv
19
+ - cy
20
+ - da
21
+ - de
22
+ - el
23
+ - en
24
+ - eo
25
+ - es
26
+ - et
27
+ - eu
28
+ - fa
29
+ - fi
30
+ - fo
31
+ - fr
32
+ - fy
33
+ - ga
34
+ - gd
35
+ - gl
36
+ - gn
37
+ - he
38
+ - hi
39
+ - hr
40
+ - hu
41
+ - hy
42
+ - ia
43
+ - id
44
+ - ie
45
+ - io
46
+ - is
47
+ - it
48
+ - ja
49
+ - jv
50
+ - ka
51
+ - kk
52
+ - km
53
+ - ko
54
+ - ku
55
+ - kw
56
+ - la
57
+ - lb
58
+ - lt
59
+ - lv
60
+ - mi
61
+ - mk
62
+ - ml
63
+ - mn
64
+ - mr
65
+ - ms
66
+ - mt
67
+ - my
68
+ - nb
69
+ - nl
70
+ - nn
71
+ - no
72
+ - oc
73
+ - pl
74
+ - pt
75
+ - qu
76
+ - rn
77
+ - ro
78
+ - ru
79
+ - sh
80
+ - sl
81
+ - sq
82
+ - sr
83
+ - sv
84
+ - sw
85
+ - ta
86
+ - te
87
+ - th
88
+ - tk
89
+ - tl
90
+ - tr
91
+ - tt
92
+ - ug
93
+ - uk
94
+ - ur
95
+ - uz
96
+ - vi
97
+ - vo
98
+ - yi
99
+ - zh
100
+
101
+ licenses:
102
+ - cc-by-2.0
103
+ multilinguality:
104
+ - translation
105
+ pretty_name: The Tatoeba Translation Challenge
106
+ size_categories:
107
+ - unknown
108
+ source_datasets:
109
+ - original
110
+ task_categories:
111
+ - conditional-text-generation
112
+ task_ids:
113
+ - machine-translation
114
+ ---
115
+
116
+ # Dataset Card for [Dataset Name]
117
+
118
+ ## Table of Contents
119
+ - [Table of Contents](#table-of-contents)
120
+ - [Dataset Description](#dataset-description)
121
+ - [Dataset Summary](#dataset-summary)
122
+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
123
+ - [Languages](#languages)
124
+ - [Dataset Structure](#dataset-structure)
125
+ - [Data Instances](#data-instances)
126
+ - [Data Fields](#data-fields)
127
+ - [Data Splits](#data-splits)
128
+ - [Dataset Creation](#dataset-creation)
129
+ - [Curation Rationale](#curation-rationale)
130
+ - [Source Data](#source-data)
131
+ - [Annotations](#annotations)
132
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
133
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
134
+ - [Social Impact of Dataset](#social-impact-of-dataset)
135
+ - [Discussion of Biases](#discussion-of-biases)
136
+ - [Other Known Limitations](#other-known-limitations)
137
+ - [Additional Information](#additional-information)
138
+ - [Dataset Curators](#dataset-curators)
139
+ - [Licensing Information](#licensing-information)
140
+ - [Citation Information](#citation-information)
141
+ - [Contributions](#contributions)
142
+
143
+ ## Dataset Description
144
+
145
+ - **Homepage:** https://github.com/Helsinki-NLP/Tatoeba-Challenge/
146
+ - **Repository:** https://github.com/Helsinki-NLP/Tatoeba-Challenge/
147
+ - **Paper:** [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/)
148
+ - **Leaderboard:**
149
+ - **Point of Contact:** [Jörg Tiedemann](mailto:[email protected])
150
+
151
+ ### Dataset Summary
152
+
153
+ The Tatoeba Translation Challenge is a multilingual data set of machine translation benchmarks derived from user-contributed translations collected by [Tatoeba.org](https://tatoeba.org/) and provided as parallel corpus from [OPUS](https://opus.nlpl.eu/). This dataset includes test and development data sorted by language pair. It includes test sets for hundreds of language pairs and is continuously updated. Please, check the version number tag to refer to the release that your are using.
154
+
155
+ ### Supported Tasks and Leaderboards
156
+
157
+ The translation task is described in detail in the [Tatoeba-Challenge repository](https://github.com/Helsinki-NLP/Tatoeba-Challenge) and covers various sub-tasks with different data coverage and resources. [Training data](https://github.com/Helsinki-NLP/Tatoeba-Challenge/blob/master/data/README.md) is also available from the same repository and [results](https://github.com/Helsinki-NLP/Tatoeba-Challenge/blob/master/results/tatoeba-results-all.md) are published and collected as well. [Models](https://github.com/Helsinki-NLP/Tatoeba-Challenge/blob/master/results/tatoeba-models-all.md) are also released for public use and are also partially available from the [huggingface model hub](https://huggingface.co/Helsinki-NLP).
158
+
159
+
160
+ ### Languages
161
+
162
+ The data set covers hundreds of languages and language pairs and the original data sets are organized by ISO-639-3 languages. In this copy of the test and development data, the subsets are provided with BCP-47 codes. The current release covers the following languages: Afrikaans, Arabic, Azerbaijani, Belarusian, Bulgarian, Bengali, Breton, Bosnian, Catalan, Chamorro, Czech, Chuvash, Welsh, Danish, German, Modern Greek, English, Esperanto, Spanish, Estonian, Basque, Persian, Finnish, Faroese, French, Western Frisian, Irish, Scottish Gaelic, Galician, Guarani, Hebrew, Hindi, Croatian, Hungarian, Armenian, Interlingua, Indonesian, Interlingue, Ido, Icelandic, Italian, Japanese, Javanese, Georgian, Kazakh, Khmer, Korean, Kurdish, Cornish, Latin, Luxembourgish, Lithuanian, Latvian, Maori, Macedonian, Malayalam, Mongolian, Marathi, Malay, Maltese, Burmese, Norwegian Bokmål, Dutch, Norwegian Nynorsk, Norwegian, Occitan, Polish, Portuguese, Quechua, Rundi, Romanian, Russian, Serbo-Croatian, Slovenian, Albanian, Serbian, Swedish, Swahili, Tamil, Telugu, Thai, Turkmen, Tagalog, Turkish, Tatar, Uighur, Ukrainian, Urdu, Uzbek, Vietnamese, Volapük, Yiddish, Chinese
163
+
164
+
165
+ ## Dataset Structure
166
+
167
+ ### Data Instances
168
+
169
+ Data instances are given as translation units in TAB-separated files with six columns: source and target language BCP-47 codes, source and target language ISO-639-3 codes, source language text and target language text. Note that we do not imply a translation direction and consider the data set to be symmetric and to be used as a test set in both directions. Language-pair-specific subsets are only provided under the label of one direction using sorted ISO-639-3 language IDs.
170
+
171
+ Some subsets contain several sub-languages or language variants. They may refer to macro-languages such as Serbo-Croatian languages that are covered by the ISO code `hbs`. Language variants may also include different writing systems and in that case the ISO15924 script codes are attached to the language codes. Here are a few examples from the English to Serbo-Croation test set including examples for Bosnian, Croatian and Serbian in Cyrillic and in Latin scripts:
172
+
173
+ ```
174
+ en bs_Latn eng bos_Latn Children are the flowers of our lives. Djeca su cvijeće našeg života.
175
+ en hr eng hrv A bird was flying high up in the sky. Ptica je visoko letjela nebom.
176
+ en sr_Cyrl eng srp_Cyrl A bird in the hand is worth two in the bush. Боље врабац у руци, него голуб на грани.
177
+ en sr_Latn eng srp_Latn Canada is the motherland of ice hockey. Kanada je zemlja-majka hokeja na ledu.
178
+ ```
179
+
180
+ There are also data sets with sentence pairs in the same language. In most cases, those are variants with minor spelling differences but they also include rephrased sentences. Here are a few examples from the English test set:
181
+
182
+ ```
183
+ en en eng eng All of us got into the car. We all got in the car.
184
+ en en eng eng All of us hope that doesn't happen. All of us hope that that doesn't happen.
185
+ en en eng eng All the seats are booked. The seats are all sold out.
186
+ ```
187
+
188
+
189
+ ### Data Splits
190
+
191
+ Test and development data sets are disjoint with respect to sentence pairs but may include overlaps in individual source or target language sentences. Development data should not be used in training directly. The goal of the data splits is to create test sets of reasonable size with a large language coverage. Test sets include at most 10,000 instances. Development data do not exist for all language pairs.
192
+
193
+ To be comparable with other results, models should use the training data distributed from the [Tatoeba MT Challenge Repository](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) including monolingual data sets also listed there.
194
+
195
+
196
+ ## Dataset Creation
197
+
198
+ ### Curation Rationale
199
+
200
+
201
+ The Tatoeba MT data set will be updated continuously and the data preparation procedures are also public and released on [github](https://github.com/Helsinki-NLP/Tatoeba-Challenge/). High language coverage is the main goal of the project and data sets are prepared to be consistent and systematic with standardized language labels and distribution formats.
202
+
203
+
204
+ ### Source Data
205
+
206
+ #### Initial Data Collection and Normalization
207
+
208
+ The Tatoeba data sets are collected from user-contributed translations submitted to [Tatoeba.org](https://tatoeba.org/) and compiled into a multi-parallel corpus in [OPUS](https://opus.nlpl.eu/Tatoeba.php). The test and development sets are incrementally updated with new releases of the Tatoeba data collection at OPUS. New releases extend the existing data sets. Test sets should not overlap with any of the released development data sets.
209
+
210
+
211
+ #### Who are the source language producers?
212
+
213
+ The data sets come from [Tatoeba.org](https://tatoeba.org/), which provides a large database of sentences and their translations into a wide varity of languages. Its content is constantly growing as a result of voluntary contributions of thousands of users.
214
+ The original project was founded by Trang Ho in 2006, hosted on Sourceforge under the codename of multilangdict.
215
+
216
+
217
+ ### Annotations
218
+
219
+ #### Annotation process
220
+
221
+ Sentences are translated by volunteers and the Tatoeba database also provides additional metadata about each record including user ratings etc. However, the metadata is currently not used in any way for the compilation of the MT benchmark. Language skills of contributors naturally vary quite a bit and not all translations are done by native speakers of the target language. More information about the contributions can be found at [Tatoeba.org](https://tatoeba.org/).
222
+
223
+
224
+ #### Who are the annotators?
225
+
226
+ ### Personal and Sensitive Information
227
+
228
+ For information about handling personal and sensitive information we refer to the [original provider](https://tatoeba.org/) of the data. This data set has not been processed in any way to detect or remove potentially sensitve or personal information.
229
+
230
+ ## Considerations for Using the Data
231
+
232
+ ### Social Impact of Dataset
233
+
234
+ The language coverage is high and with that it represents a highly valuable resource for machine translation development especially for lesser resourced languages and language pairs. The constantly growing database also represents a dynamic resource and its value wil grow further.
235
+
236
+
237
+ ### Discussion of Biases
238
+
239
+ The original source lives from its contributors and there interest and background will to certain subjective and cultural biases. Language coverage and translation quality is also biased by the skills of the contributors.
240
+
241
+
242
+ ### Other Known Limitations
243
+
244
+ The sentences are typically quite short and, therefore, rather easy to translate. For high-resource languages, this leads to results that will be less useful than more challenging benchmarks. For lesser resource language pairs, the limited complexity of the examples is actually a good thing to measure progress even in very challenging setups.
245
+
246
+
247
+ ## Additional Information
248
+
249
+ ### Dataset Curators
250
+
251
+ The data set is curated by the University of Helsinki and its [language technology research group](https://blogs.helsinki.fi/language-technology/). Data and tools used for creating and using the resource are [open source](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) and will be maintained as part of the [OPUS ecosystem](https://opus.nlpl.eu/) for parallel data and machine translation research.
252
+
253
+
254
+ ### Licensing Information
255
+
256
+ The data sets are distributed under the same licence agreement as the original Tatoeba database using a
257
+ [CC-BY 2.0 license](https://creativecommons.org/licenses/by/2.0/fr/). More information about the terms of use of the original data sets is listed [here](https://tatoeba.org/eng/terms_of_use).
258
+
259
+
260
+ ### Citation Information
261
+
262
+ If you use the data sets then, please, cite the following paper: [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/)
263
+
264
+ ```
265
+ @inproceedings{tiedemann-2020-tatoeba,
266
+ title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}",
267
+ author = {Tiedemann, J{\"o}rg},
268
+ booktitle = "Proceedings of the Fifth Conference on Machine Translation",
269
+ month = nov,
270
+ year = "2020",
271
+ address = "Online",
272
+ publisher = "Association for Computational Linguistics",
273
+ url = "https://aclanthology.org/2020.wmt-1.139",
274
+ pages = "1174--1182",
275
+ }
276
+ ```
277
+
278
+
279
+ [More Information Needed]
280
+
281
+ ### Contributions
282
+
283
+ Thanks to [@jorgtied](https://github.com/jorgtied) and [@Helsinki-NLP](https://github.com/Helsinki-NLP) for adding this dataset.
284
+ Thanks also to [CSC Finland](https://www.csc.fi/en/solutions-for-research) for providing computational resources and storage space for the work on OPUS and other MT projects.
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